US11724286B2 - Method and apparatus for detecting matter - Google Patents
Method and apparatus for detecting matter Download PDFInfo
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- US11724286B2 US11724286B2 US15/032,489 US201415032489A US11724286B2 US 11724286 B2 US11724286 B2 US 11724286B2 US 201415032489 A US201415032489 A US 201415032489A US 11724286 B2 US11724286 B2 US 11724286B2
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- light
- light source
- detecting region
- detecting
- analyzing apparatus
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B07—SEPARATING SOLIDS FROM SOLIDS; SORTING
- B07C—POSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
- B07C5/00—Sorting according to a characteristic or feature of the articles or material being sorted, e.g. by control effected by devices which detect or measure such characteristic or feature; Sorting by manually actuated devices, e.g. switches
- B07C5/34—Sorting according to other particular properties
- B07C5/3416—Sorting according to other particular properties according to radiation transmissivity, e.g. for light, x-rays, particle radiation
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/85—Investigating moving fluids or granular solids
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B07—SEPARATING SOLIDS FROM SOLIDS; SORTING
- B07C—POSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
- B07C2501/00—Sorting according to a characteristic or feature of the articles or material to be sorted
- B07C2501/009—Sorting of fruit
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/85—Investigating moving fluids or granular solids
- G01N2021/8592—Grain or other flowing solid samples
Definitions
- the invention concerns systems and methods for non-destructive evaluation. More specifically, the invention concerns optical systems, devices and methods for detecting matter and for determining one or more parameters of an object. The invention is particularly useful for determining properties of one or more translucent objects.
- NIR radiation is commonly defined as the range of the electromagnetic spectrum between 780 and 2500 nm, while the spectrum between 400 nm and 780 nm is referred to as VIS radiation.
- VIS radiation the spectrum between 400 nm and 780 nm.
- the object subjected to analysis is irradiated, and the reflected or transmitted radiation is measured. Changes in the reflected light are analysed to determine various characteristics of the surface of the object.
- Transmitted light i.e. radiation that penetrates the object, is subjected to scattering and/or absorption which affect its wavelength. These changes depend on the light-scattering properties of the object, as well as its chemical composition.
- JP 2010 210355 A describes a method and an apparatus for performing non-destructive measurement of a concentration of a target component.
- a food item to be measured such as a vegetable, fruit, meat
- a light of wavelength in the range of 400 to 2500 nm is irradiated with a light of wavelength in the range of 400 to 2500 nm.
- An absorbance spectrum is obtained by detecting the transmitted light and/or the reflected light, and the concentration of a target component of a measuring object is determined by using a calibration curve from the absorbance of all measuring wavelengths or a specific wavelength.
- the state of the art also includes CN 2733343 Y, which describes an internal non-destructive integral analytical equipment for agricultural products such as fruit and vegetables, comprising a light source system, a filter and an imaging system.
- the equipment can light different agricultural products in different angles, and light permeating specimens can enter a spectrometer (light source is chromatic) or a detector (light source is monochromatic) as much as possible via lens imaging function for utilizing visible-near infrared spectroscopy to analyze the quality of the agricultural products.
- the objects are irradiated and analysed one by one, which requires that each object is placed inside the detector either manually or on a conveyor belt having designated receptacles for each object. It is thus desirable to increase the throughput of objects in the above mentioned devices.
- an apparatus for detecting matter characterized by:
- an apparatus for detecting matter characterized by:
- said first light-analyzing apparatus is arranged to sense light having a direction within the field-of-view of said first light-analyzing apparatus
- said respective first direction is different from the directions within the field-of-view of said first light-analyzing apparatus.
- the light emitted or sent by said at least one light source when there is no object in the detection region, the light emitted or sent by said at least one light source will generally not be sensed by said first light-analyzing apparatus. In yet other words, when there is no object in the detection region, the light emitted or sent by said at least one light source will be sent outside the field of view of said first light-analyzing apparatus. In more detail, generally none or not more than a minor portion of the light sent from said at least one light source will be sensed by said first light-analyzing apparatus due to e.g. scattering in the ambient atmosphere or surface(s), when no object is present in the detection region.
- At most 10% or at most 5% or at most 1% or at most 0.5% or at most 0.1% or at most 0.05% of the light sent from the at least one light source, when no object is present in the detection region, is identified by said first light-analyzing apparatus.
- the light from said at least one light source is diffusely transmitted through or refracted by said object before it reaches the sensor of the light-analyzing apparatus.
- this light from said at least one light source light that reaches the sensor of said first light analyzing apparatus has been diffusely transmitted through or refracted by said object before it reaches the sensor of the light-analyzing apparatus.
- said first light-analyzing apparatus is arranged to identify light that has been received from said at least one light source; in other words said first light-analyzing apparatus is arranged to discriminate between ambient light and light which is received from the at least one light source. In yet other words, the amount of light that is received from said first light-analyzing apparatus is clearly higher than the noise level, which is present when the at least one light source is/are not switched off.
- the light source and focusing element has a resulting optical axis directed in a first direction.
- Said first direction being outside the field of view of said first light analyzing apparatus, in other words unrefracted light emitted along said first optical axis, is out-side the field of said first light-analyzing apparatus and will not be sensed by said first light-analyzing apparatus.
- the at least one light source is arranged to send incident light towards the plurality of objects that are moving in the object plane; and where the first light-analyzing apparatus is arranged such that a measuring plane for the transmitted light and the incident light are not in the same plane.
- the bulk feeding means are configured for feeding objects into the detecting region in a random fashion.
- the at least one light source is in one embodiment arranged in the first focus of a truncated ellipsoid-shaped reflector, and the reflector is arranged such that the truncated ellipsoid-shaped reflector second focus is coinciding with the object plane.
- the light emitted from the at least one light source will first be converging to a focus, whereafter it will diverge.
- the light analyzing-apparatus is advantageously arranged such that the diverging light will not reach its sensor.
- the at least one light source may comprise one or more light emitting diodes (LEDs), and may further comprise at least one lens, capable of focusing the light in the object plane.
- LEDs light emitting diodes
- the light source and the first light-analyzing apparatus are arranged on opposite sides of the object plane.
- a first light source is arranged symmetrically with a second light source about a central axis.
- a second light-analyzing apparatus is in one embodiment arranged on the opposite side of the object plane with respected to the first light-analyzing apparatus and is configured to receive reflected light from the object resulting from light sent from the respective first and second light sources.
- At least a third light source is arranged on the same side of the object plane as the first light-analyzing apparatus and configured to irradiate the object with light that is reflected to the first light-analyzing apparatus.
- the light-analyzing apparatus may comprise a spectroscopy system or a hyperspectral camera system.
- the at least one light source is in one embodiment a pulsed light source, arranged to send pulsated light into the detecting region.
- Light control means may be arranged and configured to controllably send pulsated light into the detecting region.
- the bulk feeding means may comprise a vibration feeder or a conveyor belt, optionally in combination with a chute, whereby the objects are caused to fall through the detecting region.
- the bulk feeding means also comprise a translucent conveyor belt that extends into the detecting region and is arranged to at least partially support the object in the detecting region.
- the conveyor belt comprises a wire mesh conveyor belt, or two conveyor belts being separated by an intervening gap.
- the measuring plane for the transmitted light and the incident light are not in the same plane.
- the movement in step i) comprises free-falling or may be effected by a conveyor belt.
- the illumination step comprises sending pulsating light towards the detecting region; and the detecting step additionally comprises detecting ambient light during time intervals where there is no light sent towards the detecting region.
- the object-specific parameter may comprise one or more of the parameters on a list comprising: sugar content, acidity, ripeness, rot, mechanical damage, presence of foreign matter, presence of bone.
- the object is sorted based on the object-specific parameter determined in step iv).
- the invention is not limited to near-infrared (NIR) spectroscopy or visible light (VIS) spectroscopy, but may generally be used with any spectroscopy method, also including, but not necessarily limited to, ultraviolet (UV) spectroscopy and mid-infrared (MIR) spectroscopy.
- NIR near-infrared
- VIS visible light
- UV ultraviolet
- MIR mid-infrared
- FIGS. 1 a and 1 b are a side view and a top view, respectively, of a first embodiment of the system according to the invention
- FIG. 2 is a side view of a second embodiment of the system according to the invention.
- FIG. 3 is a side view of a third embodiment of the system according to the invention.
- FIG. 4 is a side view of a fourth embodiment of the system according to the invention.
- FIG. 5 is a side view of a fifth embodiment of the system according to the invention.
- FIG. 6 is a side view illustrating another variant of the invention.
- FIG. 7 shows an arrangement where light from the lamp housing is pulsed.
- FIGS. 1 a and 1 b are a schematic representation of the system according to the invention.
- An illumination system 8 transmits light L towards a spectroscopy system 4 .
- a conveyor 3 feeds a plurality of objects 2 (for example harvested fruit or vegetables) in the direction indicated by the arrow M such that the objects 2 subsequently fall off and (in a generally parabolic trajectory) down past an illuminated region defined between the illumination system and the spectroscopy system.
- Reference letter S denotes a scan line
- reference letters P-P denote an object plane
- reference letters SR denote the scanning range.
- the objects 2 are thus illuminated from behind as they fall in the object plane in the detecting region D, and transmitted light is detected and analysed by the spectroscopy system 4 .
- the illumination system may comprise one or more light sources and ancillary devices (e.g. reflectors, lenses) capable of focusing the light in the object plane P-P.
- suitable light sources may include supercontinuum lasers, broadband light sources such as halogen bulbs, or one or more light-emitting diodes (LEDs), in combination with suitable lenses or other focusing elements.
- a light source may be e.g. single broadband LED, or an array of multiple LEDs, each having different spectral bandwidths.
- the spectroscopy system 4 comprises in the illustrated embodiment a rotating mirror 6 and a sensor 7 .
- This set-up produces a single spectrum for each point on the scan line S.
- the sensor may comprise e.g. a spectrometer or a hyperspectral camera system.
- the spectroscopy system may also utilize very sensitive spectrometer systems having e.g. avalanche-photodiodes (APD) or photomultiplier tubes (PMT), which are known in the art.
- APD avalanche-photodiodes
- PMT photomultiplier tubes
- FIG. 2 is a schematic representation of a second embodiment of the system according to the invention.
- Reference number 3 indicates a bulk feeding device, such as conveyor belt or a vibration feeder and a chute; the function of which being to feed a plurality of objects such that they fall into the detecting region D.
- a bulk feeding device such as conveyor belt or a vibration feeder and a chute
- FIG. 2 illustrates a situation where an object 2 (e.g. a fruit or a vegetable) has fallen off the feeding device 3 and is falling in the detecting region D as indicated by the arrow G.
- an object 2 e.g. a fruit or a vegetable
- a light source 10 is arranged to send an incident light beam I 1 towards the object 2 which is falling in the object plane P-P.
- the line T indicates the transmitted light that is falling in the measuring plane (seen along the plane), i.e. the transmitted light T that is detected by the spectroscopy system 4 .
- a portion of the incident light beam I 1 is transmitted through the object and thereafter detected/identified by the spectroscopy system 4 , this portion is referred to as the transmitted and detected light.
- the direction of the incident light I 1 is different from the direction of the transmitted and detected light TD 1 .
- the direction of the incident light may be equal to the direction of the center axis of the incident light; and the direction of the transmitted and detected light may be equal to the center axis of the transmitted and detected light.
- the light emitted or sent by the light source 10 will not be sensed by spectroscopy system 4 , as the light emitted by the light source 10 will be sent outside the field of view of said spectroscopy system 4 .
- generally none or not more than a minor portion of the light sent from the light source will be sensed by spectroscopy system 4 due to e.g. scattering in the ambient atmosphere, when no object is present in the detection region.
- at most 10% or at most 5% or at most 1% or at most 0.5% or at most 0.1% or at most 0.05% of the light sent from the light source 10 is identified by spectroscopy system 4 .
- the light from the light source is diffusely transmitted through or refracted by said object before it reaches the sensor spectroscopy system 4 .
- more than 75% or more than 90% of this light from the light source that reaches the sensor of spectroscopy system 4 has been diffusely transmitted through or refracted by said object before it reaches the sensor of the light-analyzing apparatus.
- the light source 10 and focusing element 12 has a resulting optical axis (OA) directed in a first direction.
- Said first direction being outside the field of view of said spectroscopy system 4 , in other words unrefracted light emitted along said first optical axis, is out-side the field of said spectroscopy system 4 and will not be sensed by the spectroscopy system 4 .
- the transmitted and detected light is being analysed in order to determine internal properties of the object. If these internal properties are outside predetermined tolerances, for example if the object has internal regions that are rotten or damaged, a command signal (control lines not shown) is sent to an ejection device 9 (which is arranged downstream of the detecting region D) which removes the object from the system.
- the ejection device 9 which is optional, may be any known mechanical ejection or removing device, such as a flap, mechanical fingers, air nozzles, etc.
- the light source 10 and the spectroscopy system 4 are arranged such that the incident light I 1 and the measuring plane T are not aligned.
- the region DB, on the other side of the object 2 with respect to the spectroscopy system 4 is either void or comprises an optional dark reference element 61 . Such reference element ensures that the spectroscopy system is not blinded if and when there are no objects in the detecting region.
- the light source 10 comprises in the illustrated embodiment a broadband light source, such as a halogen bulb, arranged inside a reflector 12 as shown in FIG. 2 .
- the illumination system 8 comprises in the embodiment illustrated in FIG. 2 the light source 10 and the reflector 12 in a lamp housing 42 .
- the reflector 12 has the shape of a truncated ellipsoid (truncated parallel with ellipsoid minor axis), and the light source 10 is arranged at the truncated ellipsoid's first focus f 1 .
- the system is designed such that the object plane P-P intersects the second focus f′ 1 . This ensures that the object 2 is irradiated with concentrated light when falling through the detecting region D.
- the light emitted from the light source 10 will first be converging to a focus f′ 1 , whereafter it will diverge.
- the light analyzing-apparatus is normally arranged such that the diverging light does not reach its sensor.
- FIG. 2 shows the object 2 falling vertically, along the object plane P-P, this is not a requirement for the invention. It is sufficient that the object intersects the second focus f′ 1 and the object plane in the detecting region D; i.e. the object may have a non-vertical trajectory.
- FIG. 3 is a schematic representation of a third embodiment of the system according to the invention. Only aspects that differ from those described above with reference to FIG. 2 will be discussed in the following.
- a second light source 20 and a corresponding second truncated ellipsoid-shaped reflector 22 are arranged similarly to the first light source 10 and first reflector 12 as described above, inside a lamp housing 42 , with the second light source 20 at the truncated ellipsoid's first focus f 2 .
- the second reflector 20 and the first reflector 10 are arranged symmetrically about a common central axis C, and the second reflector 20 is (like the first reflector 10 ) arranged such that the object plane P-P intersects the second focus f′ 2 of the second reflector.
- the second foci f′ 1 , f′ 2 coincide and lie in the object plane P-P, as illustrated in FIG. 3 .
- This embodiment effectively doubles the irradiation intensity on the object 2 , compared to the embodiment illustrated in FIG. 2 .
- the first and second light sources 10 , 20 send their respective first and second light beams I 1 , I 2 towards the object 2 which is falling in the object plane P-P. Transmitted light falling in the measuring plane T is detected by the spectroscopy system 4 as described above. In other words, a portion of the incident light beam I 1 and a portion of the incident light beam I 2 are transmitted through the object and thereafter detected by the spectroscopy system 4 , these portions are referred to as the transmitted and detected light. As can be seen in FIG. 3 , the directions of the incident light beams I 1 , I 2 are different from the direction of the transmitted and detected light TD 12 . In more detail, the direction of an incident light beams may be equal to the direction of the center axis of the incident light beam; and the direction of the transmitted and detected light may be equal to the center axis of the transmitted and detected light.
- a dark reference element 61 is arranged between the reflectors 12 , 22 , ensuring that the spectroscopy system is not blinded if and when there are no objects in the detecting region D.
- the reflectors and their respective light sources may be incorporated into a single lamp housing 42 .
- the illumination system 8 comprises in the embodiment illustrated in FIG. 2 the light sources 10 , 20 , the reflectors 12 , 22 and the reference element 61 in the housing 42 .
- FIGS. 2 and 3 also show an optional white reference element 43 arranged inside the lamp housing 42 but within the scan range of the spectroscopy system 4 .
- the white reference element 43 makes it possible to calibrate the system while it is in operation, which could improve measurement accuracy.
- the white reference element may for example be a small barium pyramid, placed such that it is illuminated by the light source(s).
- FIG. 4 is a schematic representation of a fourth embodiment of the system according to the invention.
- the lamp housing has been omitted in this illustration. Only aspects that differ from those described above with reference to FIG. 3 will be discussed in the following.
- the dark reference element (reference number 61 in FIG. 3 ) has been replaced by a opening (or light guide) 62 between the reflectors 12 , 22 , and a second spectroscopy system 5 is arranged collinearly with the first spectroscopy system 4 .
- a portion T is transmitted and sent to the first spectroscopy system 4 .
- a portion of the incident light is also reflected (indicated by R 1,2 ) towards the second spectroscopy system 5 .
- This configuration thus allows for both transmission spectroscopy (in the first spectroscopy system 4 ), and reflection spectroscopy (in the second spectroscopy system 5 ).
- the fourth embodiment also comprises a third light source 30 and an optical filter 63 arranged to send a third incident light beam I 3 towards the object 2 .
- the optical filter 63 is configured to block light of wavelengths that would otherwise interfere with the transmitted light falling in the measuring plane T.
- the third incident (filtered) light beam I 3 is reflected by the object 2 and a reflected light R 3 is directed to the first spectroscopy system 4 .
- This third light source 30 enables the measurement and evaluation of the object's surface properties. It should be understood that a plurality of light sources similar to the third light source 30 may included, e.g. symmetrically on the other side of the first spectroscopy system 4 .
- FIG. 5 is a schematic representation of a fifth embodiment of the system according to the invention. This embodiment is essentially a combination of the third and fourth embodiments.
- the lamp housing has been omitted in this illustration.
- the dark reference element 61 is arranged between the first and second reflectors 12 , 22 as described above with reference to FIG. 3 , and the third light source 30 and optical filter 63 are arranged as described above with reference to FIG. 4 .
- FIG. 6 shows a variant where the invented system is arranged such that the object 2 is not falling in the object plane (as in the embodiments of the invention described above), but is carried through the detecting region D on a conveyor belt 3 ′ moving in the direction B.
- the conveyor belt 3 ′ which is aligned with the object plane P-P, is transparent and/or translucent such that the light beams I 1,2 are allowed to pass through the belt and onto the object.
- the conveyor belt 3 ′ may thus for example be a wire mesh conveyor belt, a translucent conveyor belt, or two conveyor belts arranged with an intervening gap.
- the set-up shown in FIG. 6 allows the invented system to be used for analysing and sorting objects that do not lend themselves to being dropped, for example meat products.
- the set-up is also suitable for detecting, analysing and sorting objects that have lesser defined shapes and are capable of forming a layer or lumps on the conveyor belt 3 ′, such as ground beef, minced meat, meat farce, etc. This type of object is indicated by reference number 2 ′ in FIG. 6 . It should be understood that the set-up of FIG. 6 could be reversed, i.e. the light sources being above the conveyor belt 3 ′ and the spectroscopy system below.
- any of the embodiments of the invented system and apparatus may typically be installed in industrial environments, e.g. adjacent to produce packing equipment or in meat processing plants, where conditions for conducting optical detection processes may be less than ideal.
- the light detected by the spectroscopy system is generally the sum of (i) light generated by the light sources that has been transmitted through the object, and (ii) ambient light.
- FIG. 7 where arrows marked “A” indicate ambient light, and L′ represents pulsating light coming from a pulsed light source 40 in a lamp housing 42 .
- the ambient light may constitute a significant portion of the detected light and may affect the detection process in an adverse manner. It is therefore of interest to be able to factor ambient light out of the detection and measurement process.
- the invention therefore comprises a method and associated means for switching off the light source(s) for a period of time such that the spectroscopy system may measure only ambient light.
- the spectroscopy system may measure only ambient light.
- a processing device (not shown) in the spectroscopy system 4 subtracts the ambient light measurement from the measurement made by the spectroscopy system when light generated by the illumination system (the light sources) is transmitted through the object.
- the objects are typically moving (e.g. falling) through the detecting region at a high speed; and the time periods in which the light source is switched off must match this speed.
- This may be obtained by pulsed focused LEDs, which enable a rapid on/off cycle.
- a pulsed LED arrangement enables the detection of received light from neighbouring pixels when the light source is off (only ambient light) and on (generated light+ambient light).
- the light source is e.g. a halogen bulb (having longer response times)
- the pulsated light L′ may be obtained by arranging a light control means 45 in front of the light source, as shown in FIG. 7 .
- the light control means 45 may be e.g. a mechanical shutter or so-called switchable glass. Switchable glasses are well known, one example being SmartGlassTM, which is marketed and sold by Schott AG.
- the detecting region does not need to be in an enclosed cabinet, but may be in the open and exposed to ambient light. It should be understood that pulsed LEDs may be combined with the light control means 45 .
Abstract
Description
-
- bulk feeding means configured for feeding a plurality of objects into a detecting region;
- at least one light source having a focusing element and being configured for illuminating at least one object moving in an object plane in the detecting region; and
- a first light-analyzing apparatus arranged to sense light that has been transmitted through the object.
-
- bulk feeding means configured for feeding a plurality of objects into a detecting region;
- at least one light source each having a focusing element and being configured send light in a respective first direction for illuminating at least one object moving in an object plane in the detecting region; and
- a first light-analyzing apparatus arranged to sense light that has been transmitted through the object, and to identify an amount of light that has been received from said at least one light source,
Claims (20)
Applications Claiming Priority (4)
Application Number | Priority Date | Filing Date | Title |
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EP13191270 | 2013-11-01 | ||
EP13191270.1 | 2013-11-01 | ||
EP13191270 | 2013-11-01 | ||
PCT/EP2014/073577 WO2015063299A1 (en) | 2013-11-01 | 2014-11-03 | Method and apparatus for detecting matter |
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US20160263624A1 US20160263624A1 (en) | 2016-09-15 |
US11724286B2 true US11724286B2 (en) | 2023-08-15 |
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US15/032,489 Active US11724286B2 (en) | 2013-11-01 | 2014-11-03 | Method and apparatus for detecting matter |
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US (1) | US11724286B2 (en) |
EP (1) | EP3063531B1 (en) |
JP (2) | JP6711755B2 (en) |
CN (1) | CN105874322B (en) |
AU (1) | AU2014343596B2 (en) |
BR (1) | BR112016009483B1 (en) |
CA (1) | CA2928875C (en) |
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SA (1) | SA516371041B1 (en) |
UA (1) | UA121201C2 (en) |
WO (1) | WO2015063299A1 (en) |
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PL3210677T3 (en) * | 2016-02-24 | 2020-09-21 | Tomra Sorting Nv | Method and apparatus for the detection of acrylamide precursors in raw potatoes |
FR3048369B1 (en) * | 2016-03-01 | 2018-03-02 | Pellenc Selective Technologies | MACHINE AND METHOD FOR INSPECTING FLOWING OBJECTS |
EP3242124A1 (en) * | 2016-05-03 | 2017-11-08 | TOMRA Sorting NV | Detection of foreign matter in animal products |
NL2017071B1 (en) * | 2016-06-29 | 2018-01-05 | De Greef's Wagen- Carrosserie- En Machb B V | Measuring device for measuring products and method thereof |
CN106872362B (en) * | 2017-01-18 | 2023-12-12 | 浙江大学 | LED light source device for visible and near infrared spectrum detection and application thereof |
FR3063542A1 (en) * | 2017-03-01 | 2018-09-07 | Maf Agrobotic | METHOD AND APPARATUS FOR OPTICAL ANALYSIS OF FRUIT OR VEGETABLES AND AUTOMATIC SORTING DEVICE |
WO2018205026A1 (en) | 2017-05-11 | 2018-11-15 | 6511660 Canada Inc. | Systems and methods for spectral identification and optical sorting of materials |
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CN113439206A (en) * | 2019-01-24 | 2021-09-24 | 蓝立方科技有限公司 | Obtaining data from a moving granular product |
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CN116157747A (en) | 2020-07-30 | 2023-05-23 | 佳能株式会社 | Image forming apparatus and image forming system |
WO2022044162A1 (en) * | 2020-08-26 | 2022-03-03 | 三菱電機株式会社 | Detection device and detection method |
CN113390834B (en) * | 2021-06-23 | 2023-04-28 | 长江师范学院 | Crisp plum maturity detection method based on visual recognition |
US20230138374A1 (en) * | 2021-11-01 | 2023-05-04 | Tianjin University Of Commerce | Sorting-based garbage classification method and device |
JP2023069314A (en) * | 2021-11-05 | 2023-05-18 | ウシオ電機株式会社 | Optical measuring method and optical measuring apparatus |
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CN105874322B (en) | 2019-12-10 |
CA2928875C (en) | 2023-06-20 |
CL2016001042A1 (en) | 2016-11-25 |
JP6711755B2 (en) | 2020-06-17 |
PL3063531T3 (en) | 2023-06-19 |
RU2664261C2 (en) | 2018-08-15 |
CN105874322A (en) | 2016-08-17 |
RU2016119150A3 (en) | 2018-05-25 |
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WO2015063299A1 (en) | 2015-05-07 |
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EP3063531B1 (en) | 2022-12-21 |
AU2014343596A1 (en) | 2016-05-12 |
RU2016119150A (en) | 2017-12-06 |
AU2014343596B2 (en) | 2019-04-04 |
JP2020129008A (en) | 2020-08-27 |
JP2016537646A (en) | 2016-12-01 |
BR112016009483A2 (en) | 2017-08-01 |
JP7091388B2 (en) | 2022-06-27 |
UA121201C2 (en) | 2020-04-27 |
MX366016B (en) | 2019-06-24 |
BR112016009483B1 (en) | 2021-07-06 |
ES2940563T3 (en) | 2023-05-09 |
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CA2928875A1 (en) | 2015-05-07 |
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